Ontological descriptions of statistical models for sharing knowledge of academic emotions

Keiichi Muramatsu; Tatsunori Matsui

Ontological descriptions of statistical models for sharing knowledge of academic emotions

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Many studies have been conducted during the last two decades examining learner reactions within e-learning environments. In an effort to assist learners in their scholastic activities, these studies have attempted to understand learner mental states by analyzing participants' facial images, eye movements, and other physiological indices and data. To add to this growing body of research, we have been developing IMS (Intelligent Mentoring System) which performs automatic mentoring by using an ITS (Intelligent Tutoring System) to scaffold learning activities and an ontology to provide a specification of learner's models. To identify learner mental states, the ontology operates based on theoretical and data-driven knowledge of emotions. In this study, we use statistical models to examine constructs of emotions evaluated in previous psychological studies, and then produce a construct of academic boredom.

Original language	English
Title of host publication	Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014
Editors	Hiroaki Ogata, Lara Lomicka-Anderson, Ching-Sing Chai, Regine Hampel, Yusuke Hayashi, Julita Vassileva, Chen-Chung Liu, Wenli Chen, Jack Hsu, Yu-Ju Lan, Jon Mason, Masanori Yamada, Hsin-Yih Shyu, Amali Weerasinghe, Ying-Tien Wu, Li Zhang, Kinshuk, Yukihiro Matsubara, Yongwu Miao, Hiroaki Ogata, Siu Cheung Kong, Maiga Chang, Morris S. Y. Jong, Rita Kuo, Robby Robson, Barbara Wasson, Akihiro Kashihara, Ulrike Cress, Marc Jansen, Jun Oshima, Chengjiu Yin, Jianwei Zhang, Clark Chinn
Publisher	Asia-Pacific Society for Computers in Education
Pages	42-49
Number of pages	8
ISBN (Electronic)	9784990801410
Publication status	Published - 2014 Jan 1
Event	22nd International Conference on Computers in Education, ICCE 2014 - Nara, Japan Duration: 2014 Nov 30 → 2014 Dec 4

Publication series

Name	Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014

Conference

Conference	22nd International Conference on Computers in Education, ICCE 2014
Country/Territory	Japan
City	Nara
Period	14/11/30 → 14/12/4

Keywords

Academic boredom
Academic emotions
Constructs
Ontology

ASJC Scopus subject areas

Computer Science(all)
Education

Cite this

Muramatsu, K., & Matsui, T. (2014). Ontological descriptions of statistical models for sharing knowledge of academic emotions. In H. Ogata, L. Lomicka-Anderson, C-S. Chai, R. Hampel, Y. Hayashi, J. Vassileva, C-C. Liu, W. Chen, J. Hsu, Y-J. Lan, J. Mason, M. Yamada, H-Y. Shyu, A. Weerasinghe, Y-T. Wu, L. Zhang, Kinshuk, Y. Matsubara, Y. Miao, H. Ogata, S. C. Kong, M. Chang, M. S. Y. Jong, R. Kuo, R. Robson, B. Wasson, A. Kashihara, U. Cress, M. Jansen, J. Oshima, C. Yin, J. Zhang, ... C. Chinn (Eds.), Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014 (pp. 42-49). (Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014). Asia-Pacific Society for Computers in Education.

Ontological descriptions of statistical models for sharing knowledge of academic emotions. / Muramatsu, Keiichi ; Matsui, Tatsunori.

Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014. ed. / Hiroaki Ogata; Lara Lomicka-Anderson; Ching-Sing Chai; Regine Hampel; Yusuke Hayashi; Julita Vassileva; Chen-Chung Liu; Wenli Chen; Jack Hsu; Yu-Ju Lan; Jon Mason; Masanori Yamada; Hsin-Yih Shyu; Amali Weerasinghe; Ying-Tien Wu; Li Zhang; Kinshuk; Yukihiro Matsubara; Yongwu Miao; Hiroaki Ogata; Siu Cheung Kong; Maiga Chang; Morris S. Y. Jong; Rita Kuo; Robby Robson; Barbara Wasson; Akihiro Kashihara; Ulrike Cress; Marc Jansen; Jun Oshima; Chengjiu Yin; Jianwei Zhang; Clark Chinn. Asia-Pacific Society for Computers in Education, 2014. p. 42-49 (Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Muramatsu, K & Matsui, T 2014, Ontological descriptions of statistical models for sharing knowledge of academic emotions. in H Ogata, L Lomicka-Anderson, C-S Chai, R Hampel, Y Hayashi, J Vassileva, C-C Liu, W Chen, J Hsu, Y-J Lan, J Mason, M Yamada, H-Y Shyu, A Weerasinghe, Y-T Wu, L Zhang, Kinshuk, Y Matsubara, Y Miao, H Ogata, SC Kong, M Chang, MSY Jong, R Kuo, R Robson, B Wasson, A Kashihara, U Cress, M Jansen, J Oshima, C Yin, J Zhang & C Chinn (eds), Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014. Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014, Asia-Pacific Society for Computers in Education, pp. 42-49, 22nd International Conference on Computers in Education, ICCE 2014, Nara, Japan, 14/11/30.

Muramatsu K , Matsui T. Ontological descriptions of statistical models for sharing knowledge of academic emotions. In Ogata H, Lomicka-Anderson L, Chai C-S, Hampel R, Hayashi Y, Vassileva J, Liu C-C, Chen W, Hsu J, Lan Y-J, Mason J, Yamada M, Shyu H-Y, Weerasinghe A, Wu Y-T, Zhang L, Kinshuk, Matsubara Y, Miao Y, Ogata H, Kong SC, Chang M, Jong MSY, Kuo R, Robson R, Wasson B, Kashihara A, Cress U, Jansen M, Oshima J, Yin C, Zhang J, Chinn C, editors, Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014. Asia-Pacific Society for Computers in Education. 2014. p. 42-49. (Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014).

Muramatsu, Keiichi ; Matsui, Tatsunori. / Ontological descriptions of statistical models for sharing knowledge of academic emotions. Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014. editor / Hiroaki Ogata ; Lara Lomicka-Anderson ; Ching-Sing Chai ; Regine Hampel ; Yusuke Hayashi ; Julita Vassileva ; Chen-Chung Liu ; Wenli Chen ; Jack Hsu ; Yu-Ju Lan ; Jon Mason ; Masanori Yamada ; Hsin-Yih Shyu ; Amali Weerasinghe ; Ying-Tien Wu ; Li Zhang ; Kinshuk ; Yukihiro Matsubara ; Yongwu Miao ; Hiroaki Ogata ; Siu Cheung Kong ; Maiga Chang ; Morris S. Y. Jong ; Rita Kuo ; Robby Robson ; Barbara Wasson ; Akihiro Kashihara ; Ulrike Cress ; Marc Jansen ; Jun Oshima ; Chengjiu Yin ; Jianwei Zhang ; Clark Chinn. Asia-Pacific Society for Computers in Education, 2014. pp. 42-49 (Proceedings of the 22nd International Conference on Computers in Education, ICCE 2014).

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Ontological descriptions of statistical models for sharing knowledge of academic emotions

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

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Cite this